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OTFPF: Optimal Transport-Based Feature Pyramid Fusion Network for Brain Age Estimation with 3D Overlapped ConvNeXt


May 11, 2022
Yu Fu, Yanyan Huang, Yalin Wang, Shunjie Dong, Le Xue, Xunzhao Yin, Qianqian Yang, Yiyu Shi, Cheng Zhuo


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Federated Contrastive Learning for Volumetric Medical Image Segmentation


Apr 23, 2022
Yawen Wu, Dewen Zeng, Zhepeng Wang, Yiyu Shi, Jingtong Hu

* International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2021 

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A Semi-Decoupled Approach to Fast and Optimal Hardware-Software Co-Design of Neural Accelerators


Mar 25, 2022
Bingqian Lu, Zheyu Yan, Yiyu Shi, Shaolei Ren

* Accepted by and presented at the TinyML Research Symposium 2022 

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FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis


Mar 04, 2022
Yawen Wu, Dewen Zeng, Xiaowei Xu, Yiyu Shi, Jingtong Hu


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The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devices


Feb 23, 2022
Yi Sheng, Junhuan Yang, Yawen Wu, Kevin Mao, Yiyu Shi, Jingtong Hu, Weiwen Jiang, Lei Yang

* Accepted by DAC'22 

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SWIM: Selective Write-Verify for Computing-in-Memory Neural Accelerators


Feb 17, 2022
Zheyu Yan, Xiaobo Sharon Hu, Yiyu Shi


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Learn by Challenging Yourself: Contrastive Visual Representation Learning with Hard Sample Generation


Feb 14, 2022
Yawen Wu, Zhepeng Wang, Dewen Zeng, Yiyu Shi, Jingtong Hu


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Federated Contrastive Learning for Dermatological Disease Diagnosis via On-device Learning


Feb 14, 2022
Yawen Wu, Dewen Zeng, Zhepeng Wang, Yi Sheng, Lei Yang, Alaina J. James, Yiyu Shi, Jingtong Hu


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Distributed Unsupervised Visual Representation Learning with Fused Features


Nov 21, 2021
Yawen Wu, Zhepeng Wang, Dewen Zeng, Meng Li, Yiyu Shi, Jingtong Hu


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One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search


Nov 03, 2021
Bingqian Lu, Jianyi Yang, Weiwen Jiang, Yiyu Shi, Shaolei Ren

* Proc. ACM Meas. Anal. Comput. Syst., vol. 5, no. 3, Article 34, December 2021 
* Accepted by the ACM SIGMETRICS 2022. Published in the Proceedings of the ACM on Measurement and Analysis of Computing Systems, vol. 5, no. 3, Article 34, December 2021. GitHub: https://github.com/Ren-Research/OneProxy 

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"One-Shot" Reduction of Additive Artifacts in Medical Images


Oct 23, 2021
Yu-Jen Chen, Yen-Jung Chang, Shao-Cheng Wen, Yiyu Shi, Xiaowei Xu, Tsung-Yi Ho, Meiping Huang, Haiyun Yuan, Jian Zhuang


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Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation


Sep 28, 2021
Xinrong Hu, Dewen Zeng, Xiaowei Xu, Yiyu Shi

* 9 pages, accepted to MICCAI 2021 

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Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-Rays


Sep 16, 2021
Dewen Zeng, John N. Kheir, Peng Zeng, Yiyu Shi

* 7 pages, submitted to ICCAD'21 special session 

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Hardware-aware Real-time Myocardial Segmentation Quality Control in Contrast Echocardiography


Sep 14, 2021
Dewen Zeng, Yukun Ding, Haiyun Yuan, Meiping Huang, Xiaowei Xu, Jian Zhuang, Jingtong Hu, Yiyu Shi

* 4 pages, DAC'21 invited paper 

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RADARS: Memory Efficient Reinforcement Learning Aided Differentiable Neural Architecture Search


Sep 13, 2021
Zheyu Yan, Weiwen Jiang, Xiaobo Sharon Hu, Yiyu Shi


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Exploration of Quantum Neural Architecture by Mixing Quantum Neuron Designs


Sep 08, 2021
Zhepeng Wang, Zhiding Liang, Shanglin Zhou, Caiwen Ding, Jinjun Xiong, Yiyu Shi, Weiwen Jiang


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Can Noise on Qubits Be Learned in Quantum Neural Network? A Case Study on QuantumFlow


Sep 08, 2021
Zhiding Liang, Zhepeng Wang, Junhuan Yang, Lei Yang, Jinjun Xiong, Yiyu Shi, Weiwen Jiang


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ImageTBAD: A 3D Computed Tomography Angiography Image Dataset for Automatic Segmentation of Type-B Aortic Dissection


Sep 01, 2021
Zeyang Yao, Jiawei Zhang, Hailong Qiu, Tianchen Wang, Yiyu Shi, Jian Zhuang, Yuhao Dong, Meiping Huang, Xiaowei Xu


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Uncertainty Modeling of Emerging Device-based Computing-in-Memory Neural Accelerators with Application to Neural Architecture Search


Jul 06, 2021
Zheyu Yan, Da-Cheng Juan, Xiaobo Sharon Hu, Yiyu Shi


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Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast Echocardiography


Jun 29, 2021
Dewen Zeng, Mingqi Li, Yukun Ding, Xiaowei Xu, Qiu Xie, Ruixue Xu, Hongwen Fei, Meiping Huang, Jian Zhuang, Yiyu Shi

* 12 pages 

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Positional Contrastive Learning for Volumetric Medical Image Segmentation


Jun 18, 2021
Dewen Zeng, Yawen Wu, Xinrong Hu, Xiaowei Xu, Haiyun Yuan, Meiping Huang, Jian Zhuang, Jingtong Hu, Yiyu Shi

* 8 pages, conference 

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Enabling On-Device Self-Supervised Contrastive Learning With Selective Data Contrast


Jun 07, 2021
Yawen Wu, Zhepeng Wang, Dewen Zeng, Yiyu Shi, Jingtong Hu


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EchoCP: An Echocardiography Dataset in Contrast Transthoracic Echocardiography for Patent Foramen Ovale Diagnosis


May 18, 2021
Tianchen Wang, Zhihe Li, Meiping Huang, Jian Zhuang, Shanshan Bi, Jiawei Zhang, Yiyu Shi, Hongwen Fei, Xiaowei Xu

* Accepted by MICCAI2021 

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Multi-Cycle-Consistent Adversarial Networks for Edge Denoising of Computed Tomography Images


Apr 25, 2021
Xiaowe Xu, Jiawei Zhang, Jinglan Liu, Yukun Ding, Tianchen Wang, Hailong Qiu, Haiyun Yuan, Jian Zhuang, Wen Xie, Yuhao Dong, Qianjun Jia, Meiping Huang, Yiyu Shi

* 16 pages, 7 figures, 4 tables, accepted by the ACM Journal on Emerging Technologies in Computing Systems (JETC). arXiv admin note: substantial text overlap with arXiv:2002.12130 

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Dancing along Battery: Enabling Transformer with Run-time Reconfigurability on Mobile Devices


Feb 12, 2021
Yuhong Song, Weiwen Jiang, Bingbing Li, Panjie Qi, Qingfeng Zhuge, Edwin Hsing-Mean Sha, Sakyasingha Dasgupta, Yiyu Shi, Caiwen Ding

* 7 pages, 5 figures 

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ImageCHD: A 3D Computed Tomography Image Dataset for Classification of Congenital Heart Disease


Jan 26, 2021
Xiaowei Xu, Tianchen Wang, Jian Zhuang, Haiyun Yuan, Meiping Huang, Jianzheng Cen, Qianjun Jia, Yuhao Dong, Yiyu Shi

* 11 pages, 6 figures, 2 tables, published at MICCAI 2020 

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Myocardial Segmentation of Cardiac MRI Sequences with Temporal Consistency for Coronary Artery Disease Diagnosis


Dec 29, 2020
Yutian Chen, Xiaowei Xu, Dewen Zeng, Yiyu Shi, Haiyun Yuan, Jian Zhuang, Yuhao Dong, Qianjun Jia, Meiping Huang

* 9 pages, 9 figures 

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